[go: up one dir, main page]
More Web Proxy on the site http://driver.im/

CN105916183A - Wireless sensor network routing method based on link quality and residual energy - Google Patents

Wireless sensor network routing method based on link quality and residual energy Download PDF

Info

Publication number
CN105916183A
CN105916183A CN201610423770.6A CN201610423770A CN105916183A CN 105916183 A CN105916183 A CN 105916183A CN 201610423770 A CN201610423770 A CN 201610423770A CN 105916183 A CN105916183 A CN 105916183A
Authority
CN
China
Prior art keywords
path
node
link
quality
route
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN201610423770.6A
Other languages
Chinese (zh)
Other versions
CN105916183B (en
Inventor
杜海韬
李强
朱磊基
王营冠
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
SHANGHAI INTERNET OF THINGS CO Ltd
Original Assignee
SHANGHAI INTERNET OF THINGS CO Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by SHANGHAI INTERNET OF THINGS CO Ltd filed Critical SHANGHAI INTERNET OF THINGS CO Ltd
Priority to CN201610423770.6A priority Critical patent/CN105916183B/en
Publication of CN105916183A publication Critical patent/CN105916183A/en
Application granted granted Critical
Publication of CN105916183B publication Critical patent/CN105916183B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W40/00Communication routing or communication path finding
    • H04W40/02Communication route or path selection, e.g. power-based or shortest path routing
    • H04W40/04Communication route or path selection, e.g. power-based or shortest path routing based on wireless node resources
    • H04W40/10Communication route or path selection, e.g. power-based or shortest path routing based on wireless node resources based on available power or energy
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W40/00Communication routing or communication path finding
    • H04W40/02Communication route or path selection, e.g. power-based or shortest path routing
    • H04W40/12Communication route or path selection, e.g. power-based or shortest path routing based on transmission quality or channel quality
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W84/00Network topologies
    • H04W84/18Self-organising networks, e.g. ad-hoc networks or sensor networks
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D30/00Reducing energy consumption in communication networks
    • Y02D30/70Reducing energy consumption in communication networks in wireless communication networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Mobile Radio Communication Systems (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)

Abstract

The invention relates to a wireless sensor network routing method based on link quality and residual energy. Whether the link quality is good or bad is judged by using a link quality index; sending of a data packet is carried out by selecting a link having the better link quality among sensor nodes; furthermore, the residual energy of the nodes is comprehensively considered; the condition that a single node is excessively used in other algorithms can be avoided; therefore, the load of the whole wireless network is balanced; and the service life and the service quality of a wireless sensor network are increased.

Description

Based on link-quality and the route selection method for wireless sensor network of dump energy
Technical field
The present invention relates to wireless sensor network technology field, particularly relate to a kind of based on link-quality with the nothing of dump energy Line sensor network route selection method.
Background technology
Wireless sensor network is a kind of emerging network, and this network is made up of multiple single node, and each node is by sensing Or state modulator realize with environment mutual;Node just must can complete certain task by interrelated, and individual node The most generally cannot play a role;Internodal relatedness is realized by radio communication.
When in wireless sensor network, a source node needs the destination node sending the packets to it, if source node Can not directly carry out the transmission of packet, then it can only rely on the help of intermediate node to forward these packets, from And define a multihop network.Routing layer Routing Protocol determines the strategy of forwarding by the routing algorithm proposed.Wired In network, Routing Protocol is typically based on (Dijkstra or the Bellman-Ford calculation of connection status or distance vector algorithm Method), and in the wireless network, because network is particularly likely that movement, multi-hop, so Routing Protocol should be distribution Formula, low overhead, self-configuring, the network topology structure of being good at processing frequently change.Wireless Network Routing Protocol can It is divided into two big classes: the Routing Protocol of (i) table-driven (Table-driven) or priori formula (Proactive) is originally;(ii) on-demand routing Agreement.
First aspect is in wireless sensor network is applied, owing to sensor node is difficult to be connected with cable power, and must Self-contained battery must be relied on to power, and therefore energy efficiency is a very important index, and existing wireless network route Agreement does not accounts for energy efficient problem;Second aspect wireless sensor network application is closely related with environmental factors, due to The polytropy of environmental factors, wireless sensor network application has higher requirement to service quality (QoS), therefore route association View stability and reliability be also two very important indexs, existing Wireless Network Routing Protocol do not account for this two Point.3rd aspect, in wireless sensor network is applied, exhausts owing to the communication between node is likely to be due to node energy, The factors such as node damage cause permanent discontinuation, and therefore wireless sensor network node typically requires redundant deployment, existing wireless Network routing protocol does not accounts for fault-tolerance yet.
In sum, existing table-driven and on-demand routing protocol do not account for wireless sensor network node finite energy and ring The impact of border factor, it is impossible to meet energy of wireless sensor network height and use and the requirement of higher quality of service.
Summary of the invention
The technical problem to be solved is to provide a kind of based on link-quality with the wireless sensor network of dump energy Route selection method, makes the node energy consumption in whole network more equalize, improves the life span of whole network;Choose simultaneously The link that between node, link-quality is higher communicates, and improves stability and the accuracy of data transmission, improves wireless sensing The service quality of device network.
The technical solution adopted for the present invention to solve the technical problems is: provide a kind of based on link-quality with the nothing of dump energy Line sensor network route selection method, adds in nodal cache routing table, RREQ packet and RREP packet The number of links that between average nodal dump energy state and path interior joint, link-quality is relatively low two fields, specifically include following Step:
(1) when source node needs to carry out communication with destination node, source node is by all neighbor node flooded broadcast roads By request RREQ packet, and wait routing reply RREP packet;
(2) when the first intermediate node receives the copy package of a RREQ packet, obtain the first intermediate node and send out Give the link-quality between the upper hop node of this RREQ packet and the energy state of the first intermediate node self, and right In RREQ packet, between average nodal dump energy state and path interior joint, the value of the number of links that link-quality is relatively low is carried out more Newly;
(3) judge whether the routing table of this first intermediate nodes cache exists the active path leading to destination node, if not Exist, then forward RREQ packet to neighbor node;If there is active path, then according to the information of RREQ packet, Generating a routing reply RREP information, the active path that the first intermediate node leads to destination node accesses the first middle node Put to the reverse path of source node, form the complete reverse path from destination node to source node, and by the way of clean culture It is sent to source node via reverse path;
After (4) second intermediate nodes receive routing reply RREP packet, whether the second intermediate node inspection oneself is Source node, if it is not, then continue reverse path to forward RREP packet;If the second intermediate node is source node, then basis The information of RREP reverse path, establishment source node, to the forward path of destination node, is saved in route list;
(5) optimum routing updates algorithm is performed, it is judged that the path that this RREQ packet is searched considers link Whether quality and node energy are optimal paths, if optimal path, then source node is sent to destination node by this path Data, complete communication.
Number of links that in described step (5), between jumping figure according to path, path interior joint, link-quality is relatively low and averagely saving Path is chosen by point three aspects of dump energy state.
Described step (5) particularly as follows:
(51) if route finding process finds a new route, the average nodal residue in new route and original path is compared Energy state, if both are equal, compares the path jumping figure in new route and original path, if the path jumping figure of new route is more at most Continue to compare the number of links that between the interior joint of path, link-quality is relatively low, if link-quality is relatively between the path interior joint in original path Low number of links is less, then new route is optimum route, needs to update routing table;
(52) if the average nodal dump energy state of new route is less than original path, then continue to compare the road of two paths Footpath jumping figure, if the path jumping figure of new route is compared with continuing at least to compare the number of links that between the interior joint of path, link-quality is relatively low, if The number of links that between the path interior joint in original path, link-quality is relatively low is less, then new route is optimum route, needs to update road By table;
(53) if the average nodal dump energy state of new route is more than original path, then continue to compare between the interior joint of path The number of links that link-quality is relatively low, if the number of links that between the path interior joint in original path, link-quality is relatively low is less, then than The relatively path jumping figure of two paths, if the jumping figure of new route is more, then new route is optimum route, needs to update routing table;
(54) do not meet case above then re-starts route discovery.
Beneficial effect
Owing to have employed above-mentioned technical scheme, the present invention compared with prior art, has the following advantages that and good effect: By the present invention in that the quality judging link-quality with Link Quality Index, by choosing link-quality between sensor node Preferably link carries out the transmission of packet, and consider the dump energy of node, it is to avoid single node in other algorithms Situation about excessively using, makes the load balancing of whole wireless network, improves life-span and the service quality of wireless sensor network.
Accompanying drawing explanation
Fig. 1 is the flow chart of the present invention;
Fig. 2 is optimum Route Selection flow chart in the present invention.
Detailed description of the invention
Below in conjunction with specific embodiment, the present invention is expanded on further.Should be understood that these embodiments be merely to illustrate the present invention and It is not used in restriction the scope of the present invention.In addition, it is to be understood that after having read the content that the present invention lectures, people in the art The present invention can be made various changes or modifications by member, and these equivalent form of values fall within the application appended claims equally and limited Scope.
Embodiments of the present invention relate to a kind of wireless sensor network Route Selection side based on link-quality and dump energy Method, this method considers the dump energy of the link-quality between node and node, when designing Routing Protocol, delays at node Deposit the average nodal dump energy state that with the addition of in routing table, RREQ packet and RREP packet Two fields of number of links Low-Link that between RemainingEnergy and path interior joint, link-quality is relatively low.Optimum route Update algorithm is selected to consider the link-quality between the jumping figure in path, path interior joint, the residual energy of path interior joint Amount state.As it is shown in figure 1, specifically include following steps:
Step 1, when source node S need with destination node D carry out communication time, source node S by all neighbor nodes general Flood broadcast route request RREQ packet, and wait routing reply RREP packet, start route finding process;
Step 2, when intermediate node i receives the copy package of a RREQ packet, intermediate node i and transmission need to be judged Whether the link-quality between the upper hop node i-1 of this RREQ packet is less than a fixing link quality threshold, If the link-quality between intermediate node i and upper hop node i-1 is less than this threshold value, then update this RREQ data The value of LowLink in bag, the value of LowLink adds 1, obtains the dump energy state of intermediate node i right simultaneously RemainingEnergy is updated;
Step 3, judge whether the routing table that this intermediate node i caches exists the active path of the D leading to destination node, If not existing, then forward RREQ packet to neighbor node;If there is active path, then according to RREQ information, generate One routing reply RREP information, leads to active path access node i of destination node D to source node by intermediate node i In the reverse path of S, form the complete reverse path from destination node D to source node, and via instead by the way of clean culture It is sent to source node S to path;
After step 4, intermediate node j receive routing reply RREP packet, node j checks whether oneself is source node, If it is not, then continue reverse path to forward RREP packet.If this node is source node S, then according to the reverse road of RREP The information in footpath, establishment source node S, to the forward path of destination node D, is saved in route list.
Step 5, the optimum routing updates algorithm of execution, it is judged that the path that this RREQ packet is searched considers chain Whether road quality and node energy are optimal paths.If optimal path, then source node passes through time path to destination node D Send data, complete communication.
As can be seen here, the present invention solves following two technical barrier:
1) in wireless sensor network, same node repeatedly can cause the consumption of this node energy too fast as intermediate node, accelerates The death of this node, thus cause the change of whole network topology, add the process of route discovery, reduce whole network Life span.
2) link circuit condition between node causes the decline of communication quality between node due to the impact of environmental factors, node it Between data send out the probability that is successfully transmitted and reduce or can not be successfully transmitted, reduce the service quality of wireless sensor network.
The present invention can make the node energy consumption in whole network more equalize, and improves the life span of whole network;Choose simultaneously The link that between node, link-quality is higher communicates, and improves stability and the accuracy of data transmission, improves wireless sensing The service quality (QoS) of device network.
Optimum routing updates algorithm is as described below:
In path, low quality links number Low-Link value is:
L o w - L i n k = Σ N Q ( L )
Q ( L ) = 0 L > LQI t h 1 L < LQI t h
L is link-quality between node, LQIthFor the link quality threshold set, the LQI under varying environmentthIt is different, Between node, link-quality is more than LQIthDuring value, between node, link circuit condition is good, can accurately send data between node Bag, now Q (L) value is set to 0, and between node, link-quality is less than LQIthDuring value, between node, link circuit condition is poor, joint Can not accurately send packet between point, now Q (L) value is set to 1, the low quality become to whole path of suing for peace Q (L) value Number of links Low-Link value, the reason the most directly using LQI value is that the node operational capability of wireless sensor network has Limit, complicated calculating can consume more node resource, consume a lot of energy.
The present invention uses LQI as the index of balance link-quality, do not use the RSSI, RSSI can only reaction signal Intensity, in the case of such environmental effects is bigger, it is impossible to accurately reaction node between link-quality, LQI be Regulation in IEEE 802.15.4 standard, existing sensor node chip such as CC2420 can record LQI value and RSSI Value, compares RSSI value, and LQI value can preferably reflect the environmental factors impact on link-quality.
In path, average nodal dump energy state RemainingEnergy value is:
E &OverBar; = &Sigma; N E i N
E i = E r e m a i n E o r i g i n &times; 100 %
EiFor the dump energy state of node i,For the average nodal dump energy state of nodes all in path, EoriginFor Primary energy, EremainFor dump energy.
The jumping figure in path is H.
When a node receives a route requests RREQ packet, can to RemainingEnergy value in RREQ and Low-Link value is updated.
Optimum routing updates algorithm is as in figure 2 it is shown, to be embodied as step as follows:
If step 1 route finding process finds a new path B, compare path B's and original path A RemainingEnergy valueIf EA=EB, then compare jumping figure and the jumping figure of path B of path A, if HA>HBThen continue Continuing and compare Low-Link value, if the Low-Link value of path B is less, then path B is optimum route, needs to update road By table.
If step 2 EA<EB, then continue to compare HAWith HBValue, if HA<HBThen continue to compare Low-Link value, If the Low-Link value of path B is less, then path B is optimum route, needs to update routing table.
If step 3 EA>EB, then continue to compare Low-Link value, if the Low-Link value of path B is less, then continue Continue and compare HAWith HBValue, if HA>HBThen path B is optimum route, needs to update routing table.
Step 4, do not meet above step situation, re-start route discovery.
As can be seen here, optimum routing updates algorithm according to the jumping figure in path and path Low-Link value and Path is chosen and is retrained by three aspects of RemainingEnergy value, deletes unnecessary path, and minimizing need not The route finding process wanted.

Claims (3)

1. one kind based on link-quality and the route selection method for wireless sensor network of dump energy, it is characterised in that at node Cache routing table, RREQ packet and RREP packet with the addition of average nodal dump energy state and path Two fields of the number of links that between interior joint, link-quality is relatively low, specifically include following steps:
(1) when source node needs to carry out communication with destination node, source node is by asking to all neighbor node flooded broadcast route Seek RREQ packet, and wait routing reply RREP packet;
(2) when the first intermediate node receives the copy package of a RREQ packet, obtain the first intermediate node and send this Link-quality between the upper hop node of individual RREQ packet and the energy state of the first intermediate node self, and To the number of links that in RREQ packet, between average nodal dump energy state and path interior joint, link-quality is relatively low Value is updated;
(3) judge whether the routing table of this first intermediate nodes cache exists the active path leading to destination node, if not depositing , then forward RREQ packet to neighbor node;If there is active path, then according to the letter of RREQ packet Breath, generates a routing reply RREP information, and the active path that the first intermediate node leads to destination node accesses First intermediate node, in the reverse path of source node, forms the complete reverse path from destination node to source node, And it is sent to source node via reverse path by the way of clean culture;
After (4) second intermediate nodes receive routing reply RREP packet, whether the second intermediate node inspection oneself is source joint Point, if it is not, then continue reverse path to forward RREP packet;If the second intermediate node is source node, then root According to the information of RREP reverse path, establishment source node, to the forward path of destination node, is saved in route list; (5) optimum routing updates algorithm is performed, it is judged that the path that this RREQ packet is searched considers link-quality Whether is optimal path with node energy, if optimal path, then source node is sent out to destination node by this path Send data, complete communication.
The most according to claim 1 based on link-quality with the route selection method for wireless sensor network of dump energy, its Be characterised by, the number of links that in described step (5), between jumping figure according to path, path interior joint, link-quality is relatively low with And path chosen by three aspects of average nodal dump energy state.
The most according to claim 2 based on link-quality with the route selection method for wireless sensor network of dump energy, its Be characterised by, described step (5) particularly as follows:
(51) if route finding process finds a new route, the average nodal residue in new route and original path is compared Energy state, if both are equal, compares the path jumping figure in new route and original path, if the path jumping figure of new route is relatively Continue at most to compare the number of links that between the interior joint of path, link-quality is relatively low, if chain between the path interior joint in original path Quality relatively low number of links in road is less, then new route is optimum route, needs to update routing table;
(52) if the average nodal dump energy state of new route is less than original path, then continue to compare the road of two paths Footpath jumping figure, if the path jumping figure of new route is compared with continuing at least to compare the number of links that between the interior joint of path, link-quality is relatively low, If the number of links that between the path interior joint in original path, link-quality is relatively low is less, then new route is optimum route, needs Routing table to be updated;
(53) if the average nodal dump energy state of new route is more than original path, then continue to compare between the interior joint of path The number of links that link-quality is relatively low, if the number of links that between the path interior joint in original path, link-quality is relatively low is less, Then comparing the path jumping figure of two paths, if the jumping figure of new route is more, then new route is optimum route, needs more New routing table;
(54) do not meet case above then re-starts route discovery.
CN201610423770.6A 2016-06-15 2016-06-15 Wireless sensor network routing method based on link quality and residual energy Active CN105916183B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201610423770.6A CN105916183B (en) 2016-06-15 2016-06-15 Wireless sensor network routing method based on link quality and residual energy

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201610423770.6A CN105916183B (en) 2016-06-15 2016-06-15 Wireless sensor network routing method based on link quality and residual energy

Publications (2)

Publication Number Publication Date
CN105916183A true CN105916183A (en) 2016-08-31
CN105916183B CN105916183B (en) 2022-01-28

Family

ID=56751476

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201610423770.6A Active CN105916183B (en) 2016-06-15 2016-06-15 Wireless sensor network routing method based on link quality and residual energy

Country Status (1)

Country Link
CN (1) CN105916183B (en)

Cited By (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106304152A (en) * 2016-09-20 2017-01-04 北京农业信息技术研究中心 Farmland multipath channel probability sensing network link prediction method and device
CN106658638A (en) * 2016-12-16 2017-05-10 天津大学 Time sequence prediction method based on HH-VBF
CN107809781A (en) * 2017-11-02 2018-03-16 中国科学院声学研究所 A kind of loop free route selection method of load balancing
CN109548112A (en) * 2019-01-14 2019-03-29 三峡大学 A kind of wireless sense network distributed routing method based on the various dimensions path quality factor
CN109873765A (en) * 2019-03-21 2019-06-11 中铁西南科学研究院有限公司 The effective route decision method of energy of wireless sensor network under a kind of tunnel environment
CN109996308A (en) * 2019-03-04 2019-07-09 西安电子科技大学 It is a kind of based on energy-optimised mobile ad hoc network method for routing and device
CN110121185A (en) * 2019-06-17 2019-08-13 广东电网有限责任公司 A kind of power distribution communication network route optimization method
CN110831025A (en) * 2018-08-10 2020-02-21 展讯通信(上海)有限公司 Method and device for uploading data by user terminal, storage equipment and user terminal
CN111314863A (en) * 2020-02-22 2020-06-19 中国电子科技集团公司第三十四研究所 Pre-switching efficient MLLN routing method
CN112187342A (en) * 2020-09-30 2021-01-05 西安交通大学 Satellite traffic routing method and system based on energy perception and load balancing
CN114449612A (en) * 2022-02-10 2022-05-06 重庆大学 Dual-mode Mesh networking method for power Internet of things
CN115529647A (en) * 2022-09-28 2022-12-27 南通大学 Load balancing routing algorithm based on path quality
CN117580125A (en) * 2023-11-16 2024-02-20 中山大学 Underwater sensor network routing protocol system based on weighted link quality

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101083595A (en) * 2006-05-30 2007-12-05 株式会社Ntt都科摩 Method for routing foundation
US20130107909A1 (en) * 2011-10-27 2013-05-02 Benjamin Peter John Jones Multi-path radio transmission input/output devices, network, systems and methods with link suitability determination
CN103648144A (en) * 2013-12-13 2014-03-19 重庆邮电大学 Method for generating multiple paths with multiple QoS constraints in wireless multi-hop network
EP2840860A1 (en) * 2013-08-23 2015-02-25 Airties Kablosuz Iletism Sanayi ve Disticaret AS Hybrid Mesh Network

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101083595A (en) * 2006-05-30 2007-12-05 株式会社Ntt都科摩 Method for routing foundation
US20130107909A1 (en) * 2011-10-27 2013-05-02 Benjamin Peter John Jones Multi-path radio transmission input/output devices, network, systems and methods with link suitability determination
EP2840860A1 (en) * 2013-08-23 2015-02-25 Airties Kablosuz Iletism Sanayi ve Disticaret AS Hybrid Mesh Network
CN103648144A (en) * 2013-12-13 2014-03-19 重庆邮电大学 Method for generating multiple paths with multiple QoS constraints in wireless multi-hop network

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
BHABANI SANKAR GOUDA 等: "A new optimal approach for improving energy efficiency in wireless ad-hoc networks", 《PROCEEDINGS OF 2013 IEEE CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES》 *
田海江 等: "适用于语音业务的MANET机会路由机制", 《重庆大学学报》 *

Cited By (23)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106304152B (en) * 2016-09-20 2019-05-24 北京农业信息技术研究中心 Farmland multipath channel probability sensing network link prediction method and device
CN106304152A (en) * 2016-09-20 2017-01-04 北京农业信息技术研究中心 Farmland multipath channel probability sensing network link prediction method and device
CN106658638A (en) * 2016-12-16 2017-05-10 天津大学 Time sequence prediction method based on HH-VBF
CN106658638B (en) * 2016-12-16 2020-02-07 天津大学 HH-VBF-based time sequence prediction method
CN107809781A (en) * 2017-11-02 2018-03-16 中国科学院声学研究所 A kind of loop free route selection method of load balancing
CN107809781B (en) * 2017-11-02 2020-02-18 中国科学院声学研究所 Load balancing loop-free routing method
CN110831025A (en) * 2018-08-10 2020-02-21 展讯通信(上海)有限公司 Method and device for uploading data by user terminal, storage equipment and user terminal
CN110831025B (en) * 2018-08-10 2021-12-10 展讯通信(上海)有限公司 Method and device for uploading data by user terminal, storage medium and user terminal
CN109548112A (en) * 2019-01-14 2019-03-29 三峡大学 A kind of wireless sense network distributed routing method based on the various dimensions path quality factor
CN109548112B (en) * 2019-01-14 2021-11-09 三峡大学 Wireless sensor network distributed routing method based on multi-dimensional path quality factor
CN109996308B (en) * 2019-03-04 2021-05-07 西安电子科技大学 Mobile ad hoc network routing method and device based on energy optimization
CN109996308A (en) * 2019-03-04 2019-07-09 西安电子科技大学 It is a kind of based on energy-optimised mobile ad hoc network method for routing and device
CN109873765B (en) * 2019-03-21 2021-02-19 中铁西南科学研究院有限公司 Energy-efficient routing decision method for wireless sensor network in tunnel environment
CN109873765A (en) * 2019-03-21 2019-06-11 中铁西南科学研究院有限公司 The effective route decision method of energy of wireless sensor network under a kind of tunnel environment
CN110121185B (en) * 2019-06-17 2020-12-08 广东电网有限责任公司 Power distribution communication network route optimization method
CN110121185A (en) * 2019-06-17 2019-08-13 广东电网有限责任公司 A kind of power distribution communication network route optimization method
CN111314863A (en) * 2020-02-22 2020-06-19 中国电子科技集团公司第三十四研究所 Pre-switching efficient MLLN routing method
CN112187342A (en) * 2020-09-30 2021-01-05 西安交通大学 Satellite traffic routing method and system based on energy perception and load balancing
CN112187342B (en) * 2020-09-30 2021-10-01 西安交通大学 Satellite traffic routing method and system based on energy perception and load balancing
CN114449612A (en) * 2022-02-10 2022-05-06 重庆大学 Dual-mode Mesh networking method for power Internet of things
CN115529647A (en) * 2022-09-28 2022-12-27 南通大学 Load balancing routing algorithm based on path quality
CN115529647B (en) * 2022-09-28 2024-08-02 南通大学 Load balancing route selection method based on path quality
CN117580125A (en) * 2023-11-16 2024-02-20 中山大学 Underwater sensor network routing protocol system based on weighted link quality

Also Published As

Publication number Publication date
CN105916183B (en) 2022-01-28

Similar Documents

Publication Publication Date Title
CN105916183A (en) Wireless sensor network routing method based on link quality and residual energy
Liu et al. Energy efficient on-demand multipath routing protocol for multi-hop ad hoc networks
Cai et al. ACO based QoS routing algorithm for wireless sensor networks
CN105577547B (en) Multi-Qos route selection method is based in a kind of mobile ad-hoc network
Yu et al. A link availability-based QoS-aware routing protocol for mobile ad hoc sensor networks
Alghamdi Cuckoo energy-efficient load-balancing on-demand multipath routing protocol
Sisodia et al. Performance evaluation of a table driven and on-demand routing protocol in energy constraint MANETs
Sargolzaey et al. A review and comparison of reliable unicast routing protocols for mobile ad hoc networks
Dorle et al. Evaluation of multipath, unipath and hybrid routing protocols for vehicular Ad hoc networks
Sahayaraj et al. An Implementation of the DCF-MAC protocol based VANET
Er-rouidi et al. A balanced energy consumption in mobile ad hoc network
Khan et al. An investigation on existing protocols in MANET
Yu et al. A low overhead dynamic route repairing mechanism for mobile ad hoc networks
Tabatabaei et al. Fuzzy-based routing protocol to increase throughput in mobile ad hoc networks
CN106685819A (en) AOMDV protocol energy saving method based on node energy division
Bhosale et al. Comparison of routing protocols with performance parameters in manet using ns3
Shokrani et al. A novel ant-based QoS routing for mobile adhoc networks
SreeRangaRaju et al. Optimized ZRP for MANETs and its Applications
Batth et al. Performance evaluation of ant colony optimization based routing algorithms for mobile ad hoc networks
Aissani et al. Optimizations and performance study of the dynamic source routing protocol
Liu et al. Research and equilibrium optimization of AODV routing protocol in Ad Hoc network
Mei et al. Augmenting coverage in a cellular network with dtn routing
Xu et al. A Reliable Multipath Routing Protocol Based on Link Stability
Xiao et al. QoS routing protocol for ad hoc networks with mobile backbones
Nagula Meera et al. Ad hoc networks: route discovery channel for mobile network with low power consumption

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant